Published January 30, 2025
| Version v1
Dataset
Open
Towards detection and understanding of paraglacial landslides in Southern Alaska using surface velocity data and deep learning. Supplementary files
Authors/Creators
Description
Inventory
landslides_southernAK.gpkg
Landslide inventory derived through manual mapping
includes attributes:
landslide_ID: ID
movement_confidence: confidence in active movement
delineation_confidence: confidence of delineation
ident_aerial: identifiability in multispectral satellite imagery
ident_DEM: identifiability in DEM
ident_GSSICB: identifiability in radar coherence
ident_ts: identifiability in multispectral satellite imagery time series
Model
mrcnn_landslide_detection_notebook.ipynb
Jupyter notebook for model training and inference
model_weights.h5
Best performing weights from model training, can be used together with mrcnn_landslide notebook
dataset_landslide_detection.zip
Contains normalized tiles and masks for training